Habitat Suitability Report
Inputs
- Species: White shark (Carcharodon carcharias)
- Thinning: Thinned satellite data (PSAT and SPOT)
- Ratio: All pseudo-absence/background points
- Spatial extent: Full extent
- Covariates used: non-seal (sst, tbtm, log depth, sbtm, seals, vel_mag, xbtm)
- Metrics: evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max |
|---|---|---|
| rf | 0.9942992 | 0.9734777 |
| bt | 0.9064858 | 0.6519655 |
| maxnet | 0.7752000 | 0.4344830 |
| gam | 0.7703216 | 0.4009232 |
| glm | 0.7487733 | 0.4405312 |
Variable Importance
Partial Dependence
